Eternally Damned, Yet Socially Conscious? The Volunteerism of Canadian Atheists
Bibliographic record
Abstract
Abstract Research suggests that people who are religious may volunteer because religion is innately prosocial (i.e., inclination) or perhaps because religious communities provide volunteering chances (i.e., opportunities). Using data from Statistics Canada (General Social Survey, Cycle 33), we explored the relationship between different religious and nonreligious identities and volunteering behaviors, time commitments to volunteering, and organization types for which respondents volunteered. Results indicated a complex relationship between religious/nonreligious identity, religious attendance, and prayer. We found that (1) atheists were more likely to volunteer than religious individuals who were low on religious attendance; (2) atheists were less likely to volunteer than religious individuals who were high on religious attendance; (3) the difference in volunteering between atheists and religious individuals was driven by the latter’s volunteering in a religious context, not in the broader community. The results suggest that atheists likely have fewer opportunities to volunteer but are similarly inclined to volunteer.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".